In [16]:
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
In [17]:
data = pd.read_csv(r'D:\Desktop\APLIKACJE\studia\licencjat\projekt\results.csv')
In [63]:
def scatter_plt(data, funds):
sns.set_style('darkgrid')
plt.figure(figsize= (12,8))
data = data[data['funds_name'] == funds]
title = data['algorithms'].values[0] + ' ' + data['funds_name'].values[0]
sns.scatterplot(y= 'value', x = 't', hue= 'outlier', data = data, s= 70)
sns.lineplot(y= 'value', x = 't', data = data)
plt.title(title)
plt.show()
In [64]:
def box_plots(data, funds):
sns.set_style('darkgrid')
plt.figure(figsize= (12,8))
data = data[data['funds_name'] == funds]
data['year'] = data['Data'].astype(str).str[:4]
title = data['algorithms'].values[0] + ' ' + data['funds_name'].values[0]
sns.boxplot(y= 'value', x = 'year', data = data, color="skyblue")
plt.title(title)
plt.show()
Ramka danych zawierająca wyniki działania modelu
kolumny:
- funds_name: nazwa funduszu
- rq: wartość stosunku odchylenie ćwiartkowego do mediany, będąca wyznacznikiem tego jaki algorytm zostanie użyty
- algorithms: nazwa użytego algorytmu
- Data: data w do której odnosi się wartość obserwacji
- value: wartość obserwacji
- cluster, cluster_center, diff, mean_diff, std_diff,critical_value: dotyczą modeli wykonanych za pomoca algorytmu k-średnich
- outlier: zmienna informująca czy obserwacja jest obserwacją odstającą
- t: tożsama z Data, numer okresu do którego odnosi się wartość obserwacji
In [65]:
data.head().iloc[:,1 :-1]
Out[65]:
| funds_name | rq | algorithms | Data | value | cluster | cluster_center | diff | mean_diff | std_diff | critical_value | outlier | t | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Pekao Zrównowa¿ony kat. A (PLN) | 0.151192 | if_results | 1992-07-28 | 10.00 | NaN | NaN | NaN | NaN | NaN | NaN | True | 0 |
| 1 | Pekao Zrównowa¿ony kat. A (PLN) | 0.151192 | if_results | 1992-07-29 | 10.00 | NaN | NaN | NaN | NaN | NaN | NaN | True | 1 |
| 2 | Pekao Zrównowa¿ony kat. A (PLN) | 0.151192 | if_results | 1992-07-30 | 10.00 | NaN | NaN | NaN | NaN | NaN | NaN | True | 2 |
| 3 | Pekao Zrównowa¿ony kat. A (PLN) | 0.151192 | if_results | 1992-08-06 | 10.06 | NaN | NaN | NaN | NaN | NaN | NaN | True | 3 |
| 4 | Pekao Zrównowa¿ony kat. A (PLN) | 0.151192 | if_results | 1992-08-13 | 10.12 | NaN | NaN | NaN | NaN | NaN | NaN | True | 4 |
Wymiary tablicy:
In [66]:
data.shape
Out[66]:
(250392, 15)
Statystyki dla danego funduszu:
In [67]:
data.groupby('funds_name')['value'].describe().iloc[:30]
Out[67]:
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| funds_name | ||||||||
| Pekao Akcji ? Aktywna Selekcja kat. A (PLN) | 2291.0 | 9.988542 | 0.995265 | 7.39 | 9.280 | 10.090 | 10.7650 | 11.92 |
| Pekao Akcji ? Aktywna Selekcja kat. E (PLN) | 1303.0 | 10.126086 | 0.872790 | 8.08 | 9.560 | 10.130 | 10.8400 | 11.92 |
| Pekao Akcji ? Aktywna Selekcja kat. I (PLN) | 2291.0 | 10.037682 | 1.016492 | 7.39 | 9.285 | 10.220 | 10.7900 | 11.99 |
| Pekao Akcji Amerykañskich kat. A (PLN) | 4939.0 | 77.889617 | 23.077363 | 36.97 | 61.160 | 69.110 | 98.9350 | 141.86 |
| Pekao Akcji Amerykañskich kat. A (USD) | 4102.0 | 23.229612 | 5.095693 | 10.90 | 19.530 | 22.195 | 27.1475 | 35.80 |
| Pekao Akcji Amerykañskich kat. E (PLN) | 4482.0 | 83.155518 | 28.236704 | 39.37 | 62.690 | 71.265 | 111.8275 | 160.45 |
| Pekao Akcji Amerykañskich kat. I (PLN) | 4481.0 | 89.577710 | 32.744984 | 41.65 | 65.550 | 75.070 | 122.6400 | 179.59 |
| Pekao Akcji Amerykañskich kat. I (USD) | 4102.0 | 27.256451 | 7.224226 | 12.36 | 21.570 | 25.060 | 32.8400 | 45.33 |
| Pekao Akcji Europejskich kat. A (EUR) | 3965.0 | 9.785367 | 1.815078 | 4.90 | 8.340 | 10.210 | 11.3200 | 12.91 |
| Pekao Akcji Europejskich kat. A (PLN) | 3965.0 | 40.329190 | 7.958742 | 20.99 | 33.550 | 40.920 | 47.3500 | 53.89 |
| Pekao Akcji Europejskich kat. I (EUR) | 3965.0 | 10.769526 | 2.300493 | 5.22 | 8.830 | 10.880 | 12.6900 | 14.99 |
| Pekao Akcji Europejskich kat. I (PLN) | 3965.0 | 44.456835 | 10.326888 | 22.26 | 36.190 | 43.250 | 54.5100 | 64.06 |
| Pekao Akcji Ma³ych i ¦rednich Spó³ek Rynków Rozwiniêtych (PLN) | 3222.0 | 9.300956 | 2.443927 | 3.90 | 7.350 | 9.775 | 11.5975 | 13.28 |
| Pekao Akcji Polskich kat. A (PLN) | 6055.0 | 25.963582 | 10.039501 | 9.93 | 19.980 | 22.540 | 29.3100 | 67.63 |
| Pekao Akcji Polskich kat. E (PLN) | 4482.0 | 30.780535 | 10.695713 | 16.68 | 24.400 | 27.040 | 35.3500 | 71.28 |
| Pekao Akcji Polskich kat. I (PLN) | 4481.0 | 29.249310 | 9.667224 | 16.63 | 23.430 | 26.030 | 33.2000 | 66.41 |
| Pekao Akcji Rynków Dalekiego Wschodu (PLN) | 3184.0 | 8.783851 | 1.262803 | 5.10 | 8.040 | 8.735 | 9.5525 | 12.16 |
| Pekao Akcji Rynków Wschodz±cych (PLN) | 3247.0 | 7.924155 | 1.802612 | 4.24 | 6.860 | 7.600 | 8.2700 | 14.09 |
| Pekao Alternatywny - Absolutnej Stopy Zwrotu (PLN) | 1171.0 | 10.419991 | 0.337187 | 9.54 | 10.210 | 10.500 | 10.6800 | 11.12 |
| Pekao Alternatywny - Globalnego Dochodu (PLN) | 1255.0 | 10.228175 | 0.440702 | 9.01 | 9.870 | 10.320 | 10.5500 | 11.26 |
| Pekao Alternatywny Dynamiczny Absolutnej Stopy Zwrotu (PLN) | 485.0 | 10.093835 | 0.188629 | 9.77 | 9.990 | 10.050 | 10.2300 | 10.61 |
| Pekao Dochodu USD (PLN) | 943.0 | 10.096341 | 0.547242 | 8.83 | 9.740 | 10.050 | 10.5200 | 11.29 |
| Pekao Dochodu USD (USD) | 943.0 | 2.668006 | 0.077555 | 2.54 | 2.600 | 2.660 | 2.7100 | 2.85 |
| Pekao Dochodu i Wzrostu Regionu Pacyfiku (PLN) | 3416.0 | 13.079116 | 2.046849 | 7.74 | 11.570 | 13.065 | 14.6700 | 17.63 |
| Pekao Dochodu i Wzrostu Rynku Chiñskiego (PLN) | 3456.0 | 14.169812 | 2.642908 | 8.02 | 12.240 | 14.125 | 16.2025 | 19.64 |
| Pekao Dynamicznych Spó³ek kat. A (PLN) | 2018.0 | 17.216001 | 2.678338 | 10.02 | 16.400 | 17.350 | 18.8900 | 21.85 |
| Pekao Dynamicznych Spó³ek kat. E (PLN) | 1303.0 | 18.551174 | 1.690459 | 15.52 | 17.140 | 18.290 | 19.7750 | 21.85 |
| Pekao Dynamicznych Spó³ek kat. I (PLN) | 2018.0 | 17.934083 | 3.058406 | 10.02 | 17.050 | 18.140 | 19.7375 | 23.06 |
| Pekao Kompas (PLN) | 2122.0 | 11.357375 | 0.592890 | 9.90 | 11.020 | 11.320 | 11.8300 | 12.53 |
| Pekao Konserwatywny Plus kat. A (PLN) | 1607.0 | 10.787007 | 0.411800 | 10.00 | 10.510 | 10.730 | 11.1300 | 11.60 |
In [68]:
data.groupby('funds_name')['value'].describe().iloc[30:60]
Out[68]:
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| funds_name | ||||||||
| Pekao Konserwatywny Plus kat. E (PLN) | 1607.0 | 10.787007 | 0.411800 | 10.00 | 10.5100 | 10.730 | 11.1300 | 11.60 |
| Pekao Konserwatywny Plus kat. I (PLN) | 1607.0 | 10.855358 | 0.454170 | 10.00 | 10.5500 | 10.800 | 11.2400 | 11.75 |
| Pekao Konserwatywny kat. A (PLN) | 4619.0 | 157.820377 | 28.476186 | 100.62 | 133.8000 | 159.650 | 184.9000 | 200.44 |
| Pekao Konserwatywny kat. E (PLN) | 1303.0 | 190.897974 | 4.983580 | 183.68 | 186.3900 | 189.920 | 195.1300 | 200.44 |
| Pekao Konserwatywny kat. I (PLN) | 4373.0 | 160.707821 | 26.446148 | 111.65 | 136.9200 | 162.660 | 185.3500 | 200.44 |
| Pekao Ma³ych i ¦rednich Spó³ek Rynku Polskiego kat. A (PLN) | 3652.0 | 10.869425 | 3.976763 | 5.57 | 8.8800 | 9.800 | 11.3000 | 27.84 |
| Pekao Ma³ych i ¦rednich Spó³ek Rynku Polskiego kat. E (PLN) | 1303.0 | 9.728434 | 0.848286 | 8.14 | 9.0800 | 9.570 | 10.3700 | 11.44 |
| Pekao Ma³ych i ¦rednich Spó³ek Rynku Polskiego kat. I (PLN) | 3652.0 | 10.768217 | 3.526622 | 5.26 | 9.1975 | 10.180 | 11.3600 | 25.85 |
| Pekao Megatrendy (PLN) | 178.0 | 10.398764 | 0.345397 | 9.87 | 10.1500 | 10.285 | 10.6200 | 11.23 |
| Pekao Megatrendy kat. E (PLN) | 178.0 | 10.398764 | 0.345397 | 9.87 | 10.1500 | 10.285 | 10.6200 | 11.23 |
| Pekao Megatrendy kat. I (PLN) | 178.0 | 10.399213 | 0.346419 | 9.87 | 10.1500 | 10.285 | 10.6200 | 11.24 |
| Pekao Obligacji ? Dynamiczna Alokacja 2 kat. A (PLN) | 1904.0 | 11.603624 | 0.798134 | 10.01 | 10.9875 | 11.700 | 12.2000 | 12.98 |
| Pekao Obligacji ? Dynamiczna Alokacja 2 kat. E (PLN) | 1904.0 | 11.603624 | 0.798134 | 10.01 | 10.9875 | 11.700 | 12.2000 | 12.98 |
| Pekao Obligacji ? Dynamiczna Alokacja 2 kat. I (PLN) | 1904.0 | 11.742489 | 0.882801 | 10.01 | 11.0475 | 11.850 | 12.4200 | 13.28 |
| Pekao Obligacji ? Dynamiczna Alokacja FIO kat. A (PLN) | 2475.0 | 128.495034 | 14.147634 | 100.08 | 117.8850 | 133.220 | 138.6650 | 150.98 |
| Pekao Obligacji ? Dynamiczna Alokacja FIO kat. E (PLN) | 2475.0 | 128.495034 | 14.147634 | 100.08 | 117.8850 | 133.220 | 138.6650 | 150.98 |
| Pekao Obligacji ? Dynamiczna Alokacja FIO kat. I (PLN) | 2475.0 | 128.495034 | 14.147634 | 100.08 | 117.8850 | 133.220 | 138.6650 | 150.98 |
| Pekao Obligacji Dolarowych Plus kat. A (PLN) | 4464.0 | 55.297368 | 14.870659 | 26.00 | 42.6200 | 51.005 | 71.1900 | 84.03 |
| Pekao Obligacji Dolarowych Plus kat. A (USD) | 4402.0 | 16.465298 | 3.304164 | 9.13 | 13.5100 | 17.610 | 19.5100 | 21.21 |
| Pekao Obligacji Dolarowych Plus kat. I (PLN) | 4006.0 | 56.598325 | 15.125874 | 26.00 | 43.0200 | 58.325 | 72.0175 | 84.03 |
| Pekao Obligacji Dolarowych Plus kat. I (USD) | 4006.0 | 16.970854 | 3.010709 | 9.13 | 14.0900 | 18.180 | 19.5800 | 21.21 |
| Pekao Obligacji Europejskich Plus kat. A (EUR) | 4190.0 | 9.757823 | 0.694980 | 7.12 | 9.3000 | 9.590 | 10.4100 | 10.86 |
| Pekao Obligacji Europejskich Plus kat. A (PLN) | 4190.0 | 40.498043 | 4.187167 | 28.76 | 37.2800 | 41.185 | 44.0000 | 47.96 |
| Pekao Obligacji Europejskich Plus kat. I (EUR) | 3985.0 | 9.798620 | 0.687772 | 7.12 | 9.3500 | 9.680 | 10.4300 | 10.86 |
| Pekao Obligacji Europejskich Plus kat. I (PLN) | 4006.0 | 40.483752 | 4.268943 | 28.76 | 37.1800 | 41.255 | 44.0700 | 47.96 |
| Pekao Obligacji Plus kat. A (PLN) | 6185.0 | 38.007447 | 15.260609 | 10.00 | 25.2800 | 37.600 | 52.9000 | 61.56 |
| Pekao Obligacji Plus kat. E (PLN) | 4373.0 | 45.931470 | 10.149763 | 28.91 | 36.6000 | 46.420 | 55.5700 | 61.56 |
| Pekao Obligacji Plus kat. I (PLN) | 4373.0 | 45.931470 | 10.149763 | 28.91 | 36.6000 | 46.420 | 55.5700 | 61.56 |
| Pekao Obligacji Samorz±dowych (PLN) | 56.0 | 100.262500 | 0.204977 | 100.00 | 100.0500 | 100.270 | 100.4250 | 100.62 |
| Pekao Obligacji Strategicznych (PLN) | 3086.0 | 15.238211 | 3.239921 | 7.19 | 13.3500 | 16.480 | 17.8700 | 19.35 |
In [69]:
data.groupby('funds_name')['value'].describe().iloc[60:]
Out[69]:
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| funds_name | ||||||||
| Pekao Obligacji i Dochodu (PLN) | 1404.0 | 11.083561 | 0.648749 | 9.72 | 10.4400 | 11.280 | 11.6200 | 12.30 |
| Pekao PPK 2020 Spokojne Jutro kat. A (PLN) | 44.0 | 10.003636 | 0.005323 | 10.00 | 10.0000 | 10.000 | 10.0100 | 10.02 |
| Pekao PPK 2025 (PLN) | 55.0 | 10.067091 | 0.064569 | 10.00 | 10.0200 | 10.050 | 10.0850 | 10.19 |
| Pekao PPK 2030 (PLN) | 55.0 | 10.086000 | 0.089971 | 10.00 | 10.0200 | 10.050 | 10.1100 | 10.27 |
| Pekao PPK 2035 (PLN) | 55.0 | 10.099091 | 0.113109 | 10.00 | 10.0200 | 10.050 | 10.1200 | 10.34 |
| Pekao PPK 2040 (PLN) | 55.0 | 10.115818 | 0.129482 | 10.00 | 10.0200 | 10.070 | 10.1400 | 10.39 |
| Pekao PPK 2045 (PLN) | 55.0 | 10.120909 | 0.138327 | 10.00 | 10.0200 | 10.070 | 10.1450 | 10.41 |
| Pekao PPK 2050 (PLN) | 55.0 | 10.104909 | 0.132258 | 10.00 | 10.0200 | 10.040 | 10.1250 | 10.39 |
| Pekao PPK 2055 (PLN) | 55.0 | 10.091455 | 0.129077 | 10.00 | 10.0100 | 10.020 | 10.1000 | 10.37 |
| Pekao PPK 2060 (PLN) | 51.0 | 10.047647 | 0.075937 | 9.97 | 10.0000 | 10.010 | 10.0950 | 10.22 |
| Pekao Spokojna Inwestycja (PLN) | 2547.0 | 11.595603 | 0.806180 | 10.00 | 10.9400 | 11.800 | 12.2200 | 12.82 |
| Pekao Stabilnego Inwestowania kat. A (PLN) | 1912.0 | 11.651627 | 0.531629 | 9.86 | 11.3200 | 11.820 | 12.0400 | 12.50 |
| Pekao Stabilnego Inwestowania kat. E (PLN) | 1912.0 | 11.651627 | 0.531629 | 9.86 | 11.3200 | 11.820 | 12.0400 | 12.50 |
| Pekao Stabilnego Inwestowania kat. I (PLN) | 1912.0 | 12.103232 | 0.723958 | 9.86 | 11.7400 | 12.270 | 12.7000 | 13.12 |
| Pekao Stabilnego Wzrostu kat. A (PLN) | 5867.0 | 179.281324 | 32.641555 | 96.34 | 157.2600 | 187.710 | 199.8400 | 251.16 |
| Pekao Stabilnego Wzrostu kat. E (PLN) | 4481.0 | 193.805492 | 19.906024 | 144.16 | 182.5600 | 194.480 | 204.4500 | 251.16 |
| Pekao Stabilnego Wzrostu kat. I (PLN) | 4475.0 | 209.813106 | 23.668350 | 144.67 | 197.0600 | 214.820 | 226.3300 | 263.66 |
| Pekao Strategii Globalnej - dynamiczny (PLN) | 754.0 | 10.650942 | 0.468553 | 9.43 | 10.2600 | 10.655 | 10.8900 | 12.00 |
| Pekao Strategii Globalnej - konserwatywny (PLN) | 1104.0 | 11.055507 | 0.604751 | 9.86 | 10.6300 | 11.070 | 11.3700 | 12.50 |
| Pekao Strategii Globalnej kat. A (PLN) | 2840.0 | 16.157838 | 3.131362 | 9.93 | 13.1300 | 16.905 | 18.8400 | 21.92 |
| Pekao Surowców i Energii (PLN) | 2907.0 | 7.091610 | 1.322930 | 5.04 | 5.8450 | 6.920 | 8.1800 | 10.04 |
| Pekao Wzrostu i Dochodu Rynku Amerykañskiego (PLN) | 1277.0 | 10.898387 | 0.612321 | 9.56 | 10.2900 | 11.050 | 11.3900 | 12.39 |
| Pekao Wzrostu i Dochodu Rynku Europejskiego (PLN) | 1559.0 | 11.301405 | 0.632776 | 9.97 | 10.7800 | 11.410 | 11.8300 | 12.71 |
| Pekao Zmiennej Alokacji (PLN) | 2715.0 | 12.327297 | 0.648934 | 9.93 | 12.0900 | 12.560 | 12.7800 | 13.12 |
| Pekao Zmiennej Alokacji Rynku Amerykañskiego (PLN) | 2023.0 | 12.345309 | 0.972522 | 9.99 | 11.8200 | 12.710 | 13.0900 | 13.56 |
| Pekao Zrównowa¿ony Rynku Amerykañskiego kat. A (PLN) | 3652.0 | 39.280208 | 11.788060 | 18.96 | 28.5800 | 36.930 | 51.4600 | 63.37 |
| Pekao Zrównowa¿ony Rynku Amerykañskiego kat. A (USD) | 3652.0 | 11.753738 | 2.211537 | 7.00 | 9.7800 | 11.410 | 13.7100 | 16.01 |
| Pekao Zrównowa¿ony Rynku Amerykañskiego kat. E (PLN) | 3652.0 | 39.280208 | 11.788060 | 18.96 | 28.5800 | 36.930 | 51.4600 | 63.37 |
| Pekao Zrównowa¿ony Rynku Amerykañskiego kat. I (PLN) | 3652.0 | 26.604521 | 4.834199 | 19.21 | 22.0175 | 27.180 | 30.7500 | 37.88 |
| Pekao Zrównowa¿ony Rynku Amerykañskiego kat. I (USD) | 3652.0 | 8.121394 | 1.055152 | 5.27 | 7.2200 | 8.120 | 8.9400 | 10.34 |
| Pekao Zrównowa¿ony kat. A (PLN) | 6632.0 | 113.925418 | 38.037180 | 10.00 | 95.1250 | 116.160 | 130.2500 | 217.21 |
| Pekao Zrównowa¿ony kat. E (PLN) | 4482.0 | 145.363139 | 26.019266 | 97.17 | 128.5725 | 139.895 | 161.2575 | 229.09 |
| Pekao Zrównowa¿ony kat. I (PLN) | 4481.0 | 145.848141 | 25.037865 | 96.88 | 129.3700 | 143.070 | 159.6200 | 225.36 |
Wykresy skrzypcowe dla danych
In [70]:
[box_plots(data, col) for col in data.funds_name.unique()]
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
c:\users\user\anaconda3\envs\tf\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """
Out[70]:
[None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]
Na poniższych wykresach zaprezentowano działnie modelu
- na niebiesko zaznaczono obserwacje nie wchodzące w skład obserwacji odstających
- na pomarańczowo obserwacje odstające
In [71]:
[scatter_plt(data, col) for col in data.funds_name.unique()]
Out[71]:
[None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]
In [ ]: